The rechargeable battery may have reached the end of its life. Replace the rechargeable battery. Please refer to the FAQ on how to order spare parts, for the instructions to do this in your country.
Perhaps the adapter is not plugged in properly. Make sure the adapter is plugged into the wall socket properly.